{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import libpysal as lp\n",
    "import esda\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Case Study: *Gini in a bottle: Income Inequality and the Trump Vote*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Read in the table and show the first three rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>state_name</th>\n",
       "      <th>stfips</th>\n",
       "      <th>cofips</th>\n",
       "      <th>fipsno</th>\n",
       "      <th>dem_2008</th>\n",
       "      <th>dem_2012</th>\n",
       "      <th>dem_2016</th>\n",
       "      <th>gini_2015</th>\n",
       "      <th>state</th>\n",
       "      <th>county</th>\n",
       "      <th>fips</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Delta</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>26</td>\n",
       "      <td>41</td>\n",
       "      <td>26041</td>\n",
       "      <td>0.532316</td>\n",
       "      <td>0.466327</td>\n",
       "      <td>0.366585</td>\n",
       "      <td>0.4268</td>\n",
       "      <td>26</td>\n",
       "      <td>041</td>\n",
       "      <td>26041</td>\n",
       "      <td>POLYGON ((-86.45813751220703 45.76276779174805...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lipscomb</td>\n",
       "      <td>Texas</td>\n",
       "      <td>48</td>\n",
       "      <td>295</td>\n",
       "      <td>48295</td>\n",
       "      <td>0.124199</td>\n",
       "      <td>0.102322</td>\n",
       "      <td>0.104328</td>\n",
       "      <td>0.4437</td>\n",
       "      <td>48</td>\n",
       "      <td>295</td>\n",
       "      <td>48295</td>\n",
       "      <td>POLYGON ((-100.0068664550781 36.49387741088867...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Walker</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>1</td>\n",
       "      <td>127</td>\n",
       "      <td>1127</td>\n",
       "      <td>0.263663</td>\n",
       "      <td>0.232437</td>\n",
       "      <td>0.156339</td>\n",
       "      <td>0.4594</td>\n",
       "      <td>01</td>\n",
       "      <td>127</td>\n",
       "      <td>1127</td>\n",
       "      <td>POLYGON ((-87.41892242431641 33.60782241821289...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       name state_name  stfips  cofips  fipsno  dem_2008  dem_2012  dem_2016  \\\n",
       "0     Delta   Michigan      26      41   26041  0.532316  0.466327  0.366585   \n",
       "1  Lipscomb      Texas      48     295   48295  0.124199  0.102322  0.104328   \n",
       "2    Walker    Alabama       1     127    1127  0.263663  0.232437  0.156339   \n",
       "\n",
       "   gini_2015 state county   fips  \\\n",
       "0     0.4268    26    041  26041   \n",
       "1     0.4437    48    295  48295   \n",
       "2     0.4594    01    127   1127   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((-86.45813751220703 45.76276779174805...  \n",
       "1  POLYGON ((-100.0068664550781 36.49387741088867...  \n",
       "2  POLYGON ((-87.41892242431641 33.60782241821289...  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote01.py\n",
    "pres = gpd.read_file(\"zip://./data/uspres.zip\")\n",
    "pres.head(3)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Set the CRS and reproject it into a suitable projection for mapping the contiguous US\n",
    "\n",
    "*hint: the epsg code useful here is 5070, for Albers equal area conic*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %load _solved/solutions/case-trump-vote02.py\n",
    "pres.crs = {'init':'epsg:4269'}\n",
    "pres = pres.to_crs(epsg=5070)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot each year's vote against each other year's vote\n",
    "In this instance, it also helps to include the line ($y=x$) on each plot, so that it is clearer the directions the aggregate votes moved.   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f41f532eb70>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x540 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote03.py\n",
    "import seaborn as sns\n",
    "facets = sns.pairplot(data=pres.filter(like='dem_'))\n",
    "facets.map_offdiag(lambda *arg, **kw: plt.plot((0,1),(0,1), color='k'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Show the relationship between the dem two-party vote and the Gini coefficient by county."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x180 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote04.py\n",
    "import seaborn as sns\n",
    "facets = sns.pairplot(x_vars=pres.filter(like='dem_').columns,\n",
    "                      y_vars=['gini_2015'], data=pres)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compute the swings (change in vote from year to year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %load _solved/solutions/case-trump-vote05.py\n",
    "pres['swing_2012'] = pres.eval(\"dem_2012 - dem_2008\")\n",
    "pres['swing_2016'] = pres.eval(\"dem_2016 - dem_2012\")\n",
    "pres['swing_full'] = pres.eval(\"dem_2016 - dem_2008\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Negative swing means the Democrat voteshare in 2016 (what Clinton won) is lower than Democrat voteshare in 2008 (what Obama won).\n",
    "So, counties where swing is negative mean that Obama \"outperformed\" Clinton. \n",
    "Equivalently, these would be counties where McCain (in 2008) \"beat\" Trump's electoral performance in 2016.\n",
    "\n",
    "Positive swing in a county means that Clinton (in 2016) outperformed Obama (in 2008), or where Trump (in 2016) did better than McCain (in 2008). \n",
    "\n",
    "The national average swing was around -9% from 2008 to 2016. Further, swing does not directly record who \"won\" the county, only which direction the county \"moved.\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### map the swing from 2008 to 2016 alongside the votes in 2008 and 2016:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 4320x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote06.py\n",
    "f,ax = plt.subplots(3,1,\n",
    "                    subplot_kw=dict(aspect='equal', \n",
    "                                    frameon=False),\n",
    "                    figsize=(60,15))\n",
    "pres.plot('dem_2008', ax=ax[0], cmap='RdYlBu')\n",
    "pres.plot('swing_full', ax=ax[1], cmap='bwr_r')\n",
    "pres.plot('dem_2016', ax=ax[2], cmap='RdYlBu')\n",
    "for i,ax_ in enumerate(ax):\n",
    "    ax_.set_xticks([])\n",
    "    ax_.set_yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Build a spatial weights object to model the spatial relationships between US counties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %load _solved/solutions/case-trump-vote07.py\n",
    "import libpysal.api as lp\n",
    "w = lp.Rook.from_dataframe(pres)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that this is just one of many valid solutions. But, all the remaining exercises are predicated on using this weight. If you choose a different weight structure, your results may differ."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Is swing \"contagious?\" Do nearby counties tend to swing together? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6930802468425128\n"
     ]
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote08.py\n",
    "from pysal import esda as esda\n",
    "np.random.seed(1)\n",
    "moran = esda.moran.Moran(pres.swing_full, w)\n",
    "print(moran.I)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visually show the relationship between places' swing and their surrounding swing, like in a scatterplot. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'$I = 0.693 \\\\ \\\\ (p < 0.001)$')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote09.py\n",
    "f = plt.figure(figsize=(6,6))\n",
    "plt.scatter(pres.swing_full, lp.lag_spatial(w, pres.swing_full))\n",
    "plt.plot((-.3,.1),(-.3,.1), color='k')\n",
    "plt.title('$I = {:.3f} \\ \\ (p < {:.3f})$'.format(moran.I,moran.p_sim))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Are there any outliers or clusters in swing using a Local Moran's $I$?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "41"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote10.py\n",
    "np.random.seed(11)\n",
    "lmos = esda.moran.Moran_Local(pres.swing_full, w, \n",
    "                              permutations=70000) #min for a bonf. bound\n",
    "(lmos.p_sim <= (.05/len(pres))).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Where are these outliers or clusters?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f41f03864a8>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote11.py\n",
    "f = plt.figure(figsize=(10,4))\n",
    "ax = plt.gca()\n",
    "ax.set_aspect('equal')\n",
    "is_weird = lmos.p_sim <= (.05/len(pres))\n",
    "pres.plot(color='lightgrey', ax=ax)\n",
    "pres.assign(quads=lmos.q)[is_weird].plot('quads', \n",
    "                                         legend=True, \n",
    "                                         k=4, categorical=True,\n",
    "                                         cmap='bwr_r', ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Can you focus in on the regions which are outliers?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(300221.12947796297, 1721965.997477191, 1183473.8523896334, 2010122.0749399317)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote12.py\n",
    "f = plt.figure(figsize=(10,4))\n",
    "ax = plt.gca()\n",
    "ax.set_aspect('equal')\n",
    "is_weird = lmos.p_sim <= (.05/len(pres))\n",
    "pres.assign(quads=lmos.q)[is_weird].plot('quads', \n",
    "                                         legend=True,\n",
    "                                         k=4, categorical='True',\n",
    "                                         cmap='bwr_r', ax=ax)\n",
    "bounds = ax.axis()\n",
    "pres.plot(color='lightgrey', ax=ax, zorder=-1)\n",
    "ax.axis(bounds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Group 3 moves surprisingly strongly from Obama to Trump relative to its surroundings, and group 1 moves strongly from Obama to Hilary relative to its surroundings.\n",
    "\n",
    "Group 4 moves surprisingly away from Trump while its area moves towards Trump. Group 2 moves surprisingly towards Trump while its area moves towards Hilary. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Relaxing the significance a bit, where do we see significant spatial outliers?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>state_name</th>\n",
       "      <th>dem_2008</th>\n",
       "      <th>dem_2016</th>\n",
       "      <th>local_score</th>\n",
       "      <th>pval</th>\n",
       "      <th>quad</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2700</th>\n",
       "      <td>Washington</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>0.067810</td>\n",
       "      <td>0.282640</td>\n",
       "      <td>-5.992520</td>\n",
       "      <td>0.000229</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Monroe</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>0.662479</td>\n",
       "      <td>0.624804</td>\n",
       "      <td>-1.069071</td>\n",
       "      <td>0.000586</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>San Juan</td>\n",
       "      <td>Utah</td>\n",
       "      <td>0.477002</td>\n",
       "      <td>0.355410</td>\n",
       "      <td>-0.432591</td>\n",
       "      <td>0.000843</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Eau Claire</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>0.612624</td>\n",
       "      <td>0.539251</td>\n",
       "      <td>-0.329336</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1112</th>\n",
       "      <td>Sangamon</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>0.522164</td>\n",
       "      <td>0.449798</td>\n",
       "      <td>-0.303292</td>\n",
       "      <td>0.000843</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2746</th>\n",
       "      <td>Monongalia</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>0.519568</td>\n",
       "      <td>0.443524</td>\n",
       "      <td>-0.299415</td>\n",
       "      <td>0.000343</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2920</th>\n",
       "      <td>Cabell</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>0.448643</td>\n",
       "      <td>0.365252</td>\n",
       "      <td>-0.134028</td>\n",
       "      <td>0.000829</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2648</th>\n",
       "      <td>Tippecanoe</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>0.558866</td>\n",
       "      <td>0.469750</td>\n",
       "      <td>-0.024366</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            name     state_name  dem_2008  dem_2016  local_score      pval  \\\n",
       "2700  Washington           Ohio  0.067810  0.282640    -5.992520  0.000229   \n",
       "298       Monroe        Indiana  0.662479  0.624804    -1.069071  0.000586   \n",
       "441     San Juan           Utah  0.477002  0.355410    -0.432591  0.000843   \n",
       "172   Eau Claire      Wisconsin  0.612624  0.539251    -0.329336  0.000386   \n",
       "1112    Sangamon       Illinois  0.522164  0.449798    -0.303292  0.000843   \n",
       "2746  Monongalia  West Virginia  0.519568  0.443524    -0.299415  0.000343   \n",
       "2920      Cabell  West Virginia  0.448643  0.365252    -0.134028  0.000829   \n",
       "2648  Tippecanoe        Indiana  0.558866  0.469750    -0.024366  0.000057   \n",
       "\n",
       "      quad  \n",
       "2700     4  \n",
       "298      4  \n",
       "441      2  \n",
       "172      4  \n",
       "1112     4  \n",
       "2746     4  \n",
       "2920     4  \n",
       "2648     4  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote13.py\n",
    "pres.assign(local_score = lmos.Is, \n",
    "            pval = lmos.p_sim,\n",
    "            quad = lmos.q)\\\n",
    "    .sort_values('local_score')\\\n",
    "    .query('pval < 1e-3 & local_score < 0')[['name','state_name','dem_2008','dem_2016',\n",
    "                                             'local_score','pval', 'quad']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "mainly in ohio, indiana, and west virginia"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What about when comparing the voting behavior from 2012 to 2016?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>state_name</th>\n",
       "      <th>dem_2008</th>\n",
       "      <th>dem_2016</th>\n",
       "      <th>local_score</th>\n",
       "      <th>pval</th>\n",
       "      <th>quad</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Eau Claire</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>0.612624</td>\n",
       "      <td>0.539251</td>\n",
       "      <td>-0.680028</td>\n",
       "      <td>0.000557</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>Lake</td>\n",
       "      <td>California</td>\n",
       "      <td>0.599217</td>\n",
       "      <td>0.520347</td>\n",
       "      <td>-0.175233</td>\n",
       "      <td>0.000471</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Carbon</td>\n",
       "      <td>Utah</td>\n",
       "      <td>0.458791</td>\n",
       "      <td>0.248662</td>\n",
       "      <td>-0.158747</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1239</th>\n",
       "      <td>McDonough</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>0.528353</td>\n",
       "      <td>0.437391</td>\n",
       "      <td>-0.153826</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3058</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>0.445533</td>\n",
       "      <td>0.329845</td>\n",
       "      <td>-0.107886</td>\n",
       "      <td>0.000643</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            name     state_name  dem_2008  dem_2016  local_score      pval  \\\n",
       "172   Eau Claire      Wisconsin  0.612624  0.539251    -0.680028  0.000557   \n",
       "665         Lake     California  0.599217  0.520347    -0.175233  0.000471   \n",
       "58        Carbon           Utah  0.458791  0.248662    -0.158747  0.000400   \n",
       "1239   McDonough       Illinois  0.528353  0.437391    -0.153826  0.000014   \n",
       "3058        Ohio  West Virginia  0.445533  0.329845    -0.107886  0.000643   \n",
       "\n",
       "      quad  \n",
       "172      4  \n",
       "665      2  \n",
       "58       2  \n",
       "1239     4  \n",
       "3058     4  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote14.py\n",
    "np.random.seed(21)\n",
    "lmos16 = esda.moran.Moran_Local(pres.swing_2016, w, \n",
    "                              permutations=70000) #min for a bonf. bound\n",
    "(lmos16.p_sim <= (.05/len(pres))).sum()\n",
    "pres.assign(local_score = lmos16.Is, \n",
    "            pval = lmos16.p_sim,\n",
    "            quad = lmos16.q)\\\n",
    "    .sort_values('local_score')\\\n",
    "    .query('pval < 1e-3 & local_score < 0')[['name','state_name','dem_2008','dem_2016',\n",
    "                                             'local_score','pval', 'quad']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### What is the relationship between the Gini coefficient and partisan swing?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f41f002ef98>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load _solved/solutions/case-trump-vote15.py\n",
    "#% load _solved/solutions/case-trump-vote14.py\n",
    "sns.regplot(pres.gini_2015,\n",
    "            pres.swing_full)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hillary tended to do better than Obama in counties with higher income inequality.\n",
    "In contrast, Trump fared better in counties with lower income inequality. \n",
    "If you're further interested in the sometimes-counterintuitive relationship between income, voting, & geographic context, check out Gelman's [Red State, Blue State](https://www.amazon.com/Red-State-Blue-Rich-Poor/dp/0691143935). "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
